SOTAVerified

Dependency Parsing

Dependency parsing is the task of extracting a dependency parse of a sentence that represents its grammatical structure and defines the relationships between "head" words and words, which modify those heads.

Example:

     root
      |
      | +-------dobj---------+
      | |                    |
nsubj | |   +------det-----+ | +-----nmod------+
+--+  | |   |              | | |               |
|  |  | |   |      +-nmod-+| | |      +-case-+ |
+  |  + |   +      +      || + |      +      | |
I  prefer  the  morning   flight  through  Denver

Relations among the words are illustrated above the sentence with directed, labeled arcs from heads to dependents (+ indicates the dependent).

Papers

Showing 801–850 of 1407 papers

TitleStatusHype
FudanNLP: A Toolkit for Chinese Natural Language Processing—0
GCN-Sem at SemEval-2019 Task 1: Semantic Parsing using Graph Convolutional and Recurrent Neural Networks—0
Generalization of Words for Chinese Dependency Parsing—0
Generalized Higher-Order Dependency Parsing with Cube Pruning—0
Generalized Transition-based Dependency Parsing via Control Parameters—0
Generating Extractive Summaries of Scientific Paradigms—0
Generative Incremental Dependency Parsing with Neural Networks—0
German and French Neural Supertagging Experiments for LTAG Parsing—0
German Verb Patterns and Their Implementation in an Electronic Dictionary—0
Getting More from Morphology in Multilingual Dependency Parsing—0
Glimpses of Ancient China from Classical Chinese Poems—0
Good Automatic Authentication Question Generation—0
Grammatical Error Detection Based on Machine Learning for Mandarin as Second Language Learning—0
Grammatical Relations in Chinese: GB-Ground Extraction and Data-Driven Parsing—0
GraPAT: a Tool for Graph Annotations—0
Graph-Based Decoding for Task Oriented Semantic Parsing—0
Graph-based Dependency Parsing with Bidirectional LSTM—0
Graph parsing with s-graph grammars—0
Greed is Good if Randomized: New Inference for Dependency Parsing—0
Greedy Transition-Based Dependency Parsing with Stack LSTMs—0
Greedy Transition-Based Dependency Parsing with Discrete and Continuous Supertag Features—0
GTI: An Unsupervised Approach for Sentiment Analysis in Twitter—0
GTI at SemEval-2016 Task 4: Training a Naive Bayes Classifier using Features of an Unsupervised System—0
HamleDT: To Parse or Not to Parse?—0
Hands-on Learning to Search for Structured Prediction—0
Head-Driven Hierarchical Phrase-based Translation—0
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity—0
Head-driven Transition-based Parsing with Top-down Prediction—0
Headed-Span-Based Projective Dependency Parsing—0
Heterogeneous Networks and Their Applications: Scientometrics, Name Disambiguation, and Topic Modeling—0
Hidden Markov tree models for semantic class induction—0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification—0
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology—0
Hierarchical Word Structure-based Parsing: A Feasibility Study on UD-style Dependency Parsing in Japanese—0
Higher-order Constituent Parsing and Parser Combination—0
High-Order Low-Rank Tensors for Semantic Role Labeling—0
High Quality Dependency Selection from Automatic Parses—0
Hindi Dependency Parsing using a combined model of Malt and MST—0
Hitachi at SemEval-2022 Task 10: Comparing Graph- and Seq2Seq-based Models Highlights Difficulty in Structured Sentiment Analysis—0
How Does Adversarial Fine-Tuning Benefit BERT?—0
How Does the Granularity of an Annotation Scheme Influence Dependency Parsing Performance?—0
How much pretraining data do language models need to learn syntax?—0
How (not) to train a dependency parser: The curious case of jackknifing part-of-speech taggers—0
How to Train Dependency Parsers with Inexact Search for Joint Sentence Boundary Detection and Parsing of Entire Documents—0
Hungarian Copula Constructions in Dependency Syntax and Parsing—0
Hybrid Combination of Constituency and Dependency Trees into an Ensemble Dependency Parser—0
Hybrid Enhanced Universal Dependencies Parsing—0
Hybrid Grammars for Discontinuous Parsing—0
Hybrid Human-LLM Corpus Construction and LLM Evaluation for Rare Linguistic Phenomena—0
Hypergraph Modelization of a Syntactically Annotated English Wikipedia Dump—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26—Unverified
2DMPar + XLNetLAS95.92—Unverified
3ACELAS95.8—Unverified
4Deep Biaffine + RoBERTaLAS95.75—Unverified
5HPSG Parser (Joint) + XLNetLAS95.72—Unverified
6MFVILAS95.34—Unverified
7CVT + Multi-TaskLAS95.02—Unverified
8RNG TransformerLAS95.01—Unverified
9SpanRelLAS94.7—Unverified
10CRFParLAS94.49—Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6—Unverified
2UDifyLAS80.43—Unverified
3HIT-SCIRLAS75.84—Unverified
4Stanford+LAS74.16—Unverified
5TurkuNLPLAS73.28—Unverified
6UDPipe 2.0LAS73.11—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92—Unverified
2SciBERT (SciVocab)F191.41—Unverified
3SciBERT (Base Vocab)F191.26—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84—Unverified
2SciBERT (SciVocab)F192.46—Unverified
3SciBERT (Base Vocab)F192.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4—Unverified
2Ensemble (20)Labelled Attachment Score79.4—Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52—Unverified
2Biaffine ParserLAS85.38—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47—Unverified
2UDifyLAS91.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9—Unverified
2UDifyLAS88.06—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39—Unverified
2UDifyLAS90.05—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37—Unverified
2UDifyLAS80.01—Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69—Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33—Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13—Unverified